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Functional Asplund metrics for pattern matching, robust to variable lighting conditions

机译:模式匹配的功能ASPlund度量标准,可变照明条件强大

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摘要

In this paper, we propose a complete framework to process images captured under uncontrolled lighting and especially under low lighting. By taking advantage of the Logarithmic Image Processing (LIP) context, we study two novel functional metrics: i) the LIP-multiplicative Asplund metric which is robust to object absorption variations and ii) the LIP-additive Asplund metric which is robust to variations of source intensity or camera exposure-time. We introduce robust to noise versions of these metrics. We demonstrate that the maps of their corresponding distances between an image and a reference template are linked to Mathematical Morphology. This facilitates their implementation. We assess them in various situations with different lightings and movement. Results show that those maps of distances are robust to lighting variations. Importantly, they are efficient to detect patterns in low-contrast images with a template acquired under a different lighting.
机译:在本文中,我们提出了一个完整的框架来处理在不受控制的照明下捕获的图像,特别是在低照明下。通过利用对数图像处理(LIP)背景,我们研究了两种新功能度量:i)对对象吸收变化的唇乘性Asplund度量和II)唇添加剂变化是强大的源强度或相机曝光时间。我们向这些指标的噪声版本介绍强大的噪声版本。我们证明了图像与参考模板之间的相应距离的地图与数学形态相关联。这有助于他们的实施。我们在各种情况下评估它们的不同灯光和运动。结果表明,这些距离地图对照明变化很健壮。重要的是,它们有效地检测低对比度图像中的模式,其中模板在不同的照明下获取。

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